Module 7 · LLM Data Leakage Risks

Manish Garg
Manish Garg Associate of (ISC)² · RingSafe
Apr 27, 2026
1 min read

Last updated: April 28, 2026

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LLMs leak data multiple ways:

Training-data extraction

Memorised training examples can be extracted. Carlini et al. 2021 paper showed GPT-2 leaked PII. Larger models more memorisation.

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